Bioconjugated Gold Nanoparticle Based SERS Probe for

Sep 22, 2015 - Vasanthi Sivaprakasam , Matthew B. Hart , and Jay D. Eversole. The Journal of ... Silver island deposited titanium oxide composite subs...
0 downloads 0 Views 5MB Size
Article pubs.acs.org/JPCC

Bioconjugated Gold Nanoparticle Based SERS Probe for Ultrasensitive Identification of Mosquito-Borne Viruses Using Raman Fingerprinting Amber M. Paul,† Zhen Fan,‡ Sudarson S. Sinha,‡ Yongliang Shi,‡ Linda Le,† Fengwei Bai,*,† and Paresh C. Ray*,‡ †

Department of Biological Sciences, University of Southern Mississippi, Hattiesburg, Mississippi 39406, United States Department of Chemistry and Biochemistry, Jackson State University, Jackson, Mississippi United States



ABSTRACT: Dengue virus (DENV) and West Nile virus (WNV) are two well-documented mosquito-borne flaviviruses that cause significant health problems worldwide. Driven by this need, we have developed a bioconjugated gold nanoparticle (AuNP) based surface enhanced Raman spectroscopy (SERS) probe for the detection of both DENV and WNV. Reported data demonstrate that the antiflavivirus 4G2 antibody conjugated gold nanoparticle (GNP) SERS probe can be used as a Raman fingerprint for the ultrasensitive detection of DENV and WNV selectively. Experimental data show that, due to the plasmon coupling in nanoassembly, antibody conjugated GNP based SERS is able to detect as low as 10 plaque-forming units (PFU)/mL of DENV-2 and WNV, which is comparable with the sensitivity of quantitative PCR based assays. Selectivity of our probe was validated using another mosquito-borne chikungunya virus (CHIKV) as a negative control. Experimental data demonstrate that the huge enhancement of SERS intensity is mainly due to strong electric field enhancement, which has been confirmed by a finite-difference timedomain (FDTD) simulation. Reported FDTD simulation data indicate the SERS enhancement factor can be more than 104 times, due to the assembled structure. Reported results suggest that bioconjugated AuNP-4G2 based SERS probes have great potential to be used to screen viral particles in clinical and research based laboratories.



INTRODUCTION According to the world health organization (WHO),1,2 over one million people worldwide die from mosquito-borne diseases every year. Dengue virus (DENV) and West Nile virus (WNV) are the leading causative agents of mosquitoborne diseases worldwide.1−4 Aside from mosquito transmission, DENV and WNV are also transmitted by blood transfusions and organ transplantation.1−4 Importantly, DENV has been identified as a high-priority infectious agent with the potential risk of transfusion transmission in both the United States and Canada.1−4 However, there is currently no routine screening of DENV in clinical settings, which is partially due to lack of a rapid, sensitive, and cost-effective detection assay. Driven by the need, we report for the first time the development of an antiflavivirus 4G2 antibody conjugated gold nanoparticle (AuNP-4G2) based surface enhanced Raman spectroscopy (SERS) probe that can be used as a cost-effective and rapid detection tool for DENV and WNV selectively. SERS has the ability to rapidly detect microorganisms or biological analytes with chemical specificity intrinsic to vibrational spectroscopy.5−14 Since the Raman signal can be enhanced by 108−1014 orders of magnitude in the presence of a metal nanomaterial surface,15−23 SERS is emerging as an important tool for identification and classification of microorganisms.24−30 Additionally, SERS has the ability to provide © 2015 American Chemical Society

detailed information regarding the chemical composition of microorganisms, and it can also serve as a fingerprint for detection and identification of microorganisms.15−20 In addition to its fingerprinting ability and sensitivity, one of the other important features of the SERS assay is its specificity, which has been achieved here by attaching virus specific antibodies to a gold nanoparticle surface, as shown in Scheme 1. Using the above advantages, we have developed an antiflaviviral antibody coated AuNP based SERS assay, as shown in Scheme 1, for rapid and sensitive detection of DENV and WNV selectively. Our reported results demonstrated that antibody conjugated gold nanoparticles can be used as fingerprint spectra for viruses. Since the effective plasmon field generated by nanoparticle assemblies on the viral surface is more intense than individual nanoparticles, our reported experimental data demonstrated that the detection limit is as low as 10 viruses/mL. Our experimental findings on the plasmon coupling enhanced SERS signal was supported by a finite-difference time-domain (FDTD) simulation.26−30 FDTD is known to be a powerful tool for modeling electromagnetic Received: July 30, 2015 Revised: September 20, 2015 Published: September 22, 2015 23669

DOI: 10.1021/acs.jpcc.5b07387 J. Phys. Chem. C 2015, 119, 23669−23675

Article

The Journal of Physical Chemistry C

PEG using 15 μL (1 mg/mL) of 1-ethyl-3-[3-(dimethylamino)propyl] carbodiimide hydrochloride (EDC) and 15 μL (1 mg/ mL) of N-hydroxysuccinimide (NHS) to activate the −COOH group. We used a Zeiss 900 TEM to characterize the gold nanoparticles. Digital images were taken with a Gatan model 785 ES1000W Erlangshen CCD camera. As shown in Figure 1A, our data clearly show that the size of the antibody attached gold nanoparticle (AuNP-4G2) is approximately 10 nm. Using the KCN dissociation procedure, as previously reported,18−20 we estimated that there were about 100−120 4G2 antibodies per AuNP. Virus Generation, Cell Culture, and Antibody Preparation. Dengue virus type-2 (DENV-2, New Guinea C strain, ATCC VR-1584, Rockville, MD) and chikungunya virus (CHIKV, Ross strain) were propagated one time in mosquito C6/36 cells (ATCC CRL-1660). WNV isolate (CT2741) was propagated in Vero cells (ATCC CCL-81). All viruses were titered by using a Vero cell plaque assay, as previously described.31,32 WNV (CT2741) and CHIKV (Ross strain) were kindly provided by Dr. John F. Anderson at the Connecticut Agricultural Experiment Station. Briefly, C6/36 cells were maintained at 28 °C, 5% CO2, in Eagle minimum essential medium (EMEM, Life Technologies, Grand Island, NY) containing 10% fetal bovine serum (FBS, Atlantic Biologicals, Norcross, GA). Vero cells (ATCC CCL-81) were maintained at 37 °C, 5% CO2, in Dulbecco’s modified Eagle medium (DMEM, Life Technologies, Grand Island, NY) containing 10% FBS, 1% L-glutamine (L-glu, Sigma-Aldrich, St. Louis, MO), and 1% penicillin-streptomycin (Pen/Strep, SigmaAldrich, St. Louis, MO). Mouse IgG monoclonal antiflaviviral antibodies (4G2) were produced by culturing D1-4G2-4-15 (HB-112, ATCC) hybridoma cells in DMEM containing 10% FBS, remove with 1% Pen/Strep, and 1.5 g/L of sodium bicarbonate (Sigma-Aldrich, St. Louis, MO) at 37 °C, 5% CO2. Crude media was collected when cell confluence reached 90−95% and stored at −20 °C until purification was performed. The 4G2 antibodies were concentrated using HiTrap Protein G HP columns (GE Healthcare, New Orleans, LA) and purified using Amicon Ultra centrifugal filters (100 K MW, Millipore, Billerica, MA), as previously reported,31 followed by resuspension in 40% glycerol (Sigma-Aldrich, St. Louis, MO) and storage at −20 °C. SERS Sample Preparation and Raman Experiment. The SERS signals were analyzed by dropping 10 μL of the solution on an eppendorf cap and using a continuous wavelength diode pumped solid state (DPSS) laser (Laser Glow Technology, Toronto, ON) as an excitation light source (670 nm). As shown in Scheme 1B, we have used a Raman fiber optic probe (InPhotonics, Norwood, MA) for excitation and SERS signal collection. A miniaturized QE65000 scientific-grade spectrometer (Ocean Optics, Dunedin, FL) was used for data acquisition. For the SERS experiment, AuNP-4G2 complexes (500 μL) were incubated with 50 μL of serially diluted DENV2, WNV, or CHIKV (10 to 104 PFU/mL) in 1× PBS, or 1× PBS only as a negative control, for 15 min at room temperature followed by fixation in 4% para-formaldehyde (PFA) and either analyzed immediately or stored at 4 °C until further analysis. We have performed TEM and absorption analysis before and after exposure to laser light, and we have found out that biological samples remain unchanged during our SERS measurement. For the removal of autofluorsecent background signals, baseline correction, and spectral smoothing, we have

Scheme 1. (A) Schematic Representation of the Construction of Antiflaviviral (4G2) Coated Gold Nanoparticles and (B) Schematic Representation Showing Detection of Viruses Using Raman Fingerprintinga

a

FDTD simulation data indicate a huge enhancement of the SERS intensity is due to strong electric field.

near-field enhancement, which is an important parameter for enhancing SERS intensity via nanoparticle assembly. Since the SERS signal enhancement factor is approximately proportional to the fourth power of the electric field enhancement |E|4, we have performed theoretical estimates of |E|4 using FDTD simulation.



MATERIALS AND METHODS Gold chloride salt, sodium nitrate, sodium citrate, potassium permanganate, polyethylene glycol (PEG) thiol acid (SH-PEGCOOH), and 1-ethyl-3-[3-(dimethylamino)propyl] carbodiimide hydrochloride (EDC) were purchased from SigmaAldrich (St. Louis, MO). WNV CT2741 and CHIKV Ross were kindly provided by Dr. John F. Anderson at the Connecticut Agricultural Experiment Station, and DENV-2 was purchased from American Type Culture Collection (ATCC, Rockville, MD). Preparation of AuNP-4G2 Complexes. Gold nanoparticle synthesis was achieved through our recently reported method, with additional modifications.9,18−20,30 Briefly, AuNPs (10−15 nm in diameter) were synthesized by using 0.01% chloroauric acid and 1% trisodium citrate dehydrate (weight/ volume). Gold nanoparticles were then modified with polyethylene glycol (PEG) thiol acid (SH-PEG-COOH, 10−4 M) addition via Au−S chemistry, to prevent aggregation, as shown in Scheme 1. The solution was stirred for 15 min, and 4G2 antibodies were added to the solution (antibody final concentration 0.1 mg/mL). As shown in Scheme 1, 4G2 antibodies were attached with AuNPs via the carboxy group of 23670

DOI: 10.1021/acs.jpcc.5b07387 J. Phys. Chem. C 2015, 119, 23669−23675

Article

The Journal of Physical Chemistry C

Figure 1. (A) TEM image using Zeiss 900 transmission electron microscope shows the morphology of 4G2 antibodies conjugated gold nanoparticles. (B) TEM picture shows the morphology of 4G2 antibodies modified gold nanoparticles attached West Nile virus. To view WNV, virus samples were stained by 2% uranyl acetate for 1 h. (C) TEM picture shows the morphology of 4G2 antibodies modified gold nanoparticles with attached Dengue virus. To view DENV, virus samples were stained by 2% uranyl acetate for 1 h, before imaging. (D) Extinction spectra of gold nanoparticle, 4G2 antibodies conjugated gold nanoparticles, gold nanoparticle attached with WNV. Due to the formation of nanoparticle assembly on WNV surface, excitation spectra are very broad for 4G2 antibodies modified gold nanoparticles after attachment with virus.

employed the Vancouver Raman algorithms.33,34 It is welldocumented that the Vancouver Raman algorithm is a multipolynomial fitting algorithm which can be used to improve signal-to-noise ratios by separating autofluorsecent background signals.33,34 All SERS experiments were performed 10 times separately, and the average spectral data are reported. Quantitative Real-Time PCR (qPCR). Viral RNA was extracted from DENV-2 and WNV that were serially diluted (10 to 5 × 103 PFU/mL) in 1× PBS followed by a one-step qPCR assay. Viral RNA was isolated by proteinase K digestion (Qiagen) and AL lysis (Qiagen) of viral particles, followed by RNA purification using the RNase easy isolation kit (Qiagen). A one-step qPCR method was performed using previously reported primers and probes for the detection of DENV-2 capsid and WNV envelope genes,31,32 and were purchased either from Integrated DNA Technologies (Coralville, IA) or Applied Biosystems (Grand Island, NY). All results were expressed as the absolute number of viral RNA copies/100 μL of sample using the iTAQ Universal Probes one-step qPCR kit (Bio-Rad,

Hercules, CA) and were compared to viral gene standards for absolute copy number quantification.



RESULTS AND DISCUSSION

To develop a selective SERS probe for WNV and DENV, antiflaviviral antibodies (4G2) were conjugated to gold nanoparticles (AuNPs) with the detailed synthesis procedures described in the Materials and Methods section. Figure 1A shows the image of the antibody attached gold nanoparticles (AuNP-4G2), which indicates that the size is around 10−15 nm. The excitation spectrum, as shown in Figure 1D, indicates that the plasmon band of AuNPs ia very slightly shifted (2 nm) after conjugation with the antibody. Due to the lack of antigen−antibody interaction, gold nanoparticles do not form an assembly structure in the absence of virus, and as a result, we have not observed any broad absorption spectra from antibody conjugated gold nanoparticles. To determine whether AuNP-4G2 complexes bind to DENV and WNV, 1000 (103) plaque forming units (PFU) of viruses in PBS (50 μL) were incubated for 15 min with the AuNP-4G2 23671

DOI: 10.1021/acs.jpcc.5b07387 J. Phys. Chem. C 2015, 119, 23669−23675

Article

The Journal of Physical Chemistry C

Figure 2. (A) SERS spectra show no Raman signal from 4G2 antibody conjugated gold nanoparticle. Similarly, no Raman signal was observed in the presence of CHIKV. Conversely, Raman signal was observed in the presence of WNV. It is mainly due to the formation of an assembly structure in the presence of WNV. (B) Spectrum shows SERS band assignment from WNV conjugated nanoassembly. Observed SERS signal is directly from the WNV. (C1−3) Simulated electric field enhancement |E|2 profiles in arbitrary units for monomer and nanoparticle assembly. Calculation has been performed using finite-difference time-domain (FDTD) simulation using the 10 nm particle size and separation distance kept at 2 nm. For the trimer structure we have used bent structure, shown in Figure 1C. (D1−3) Simulated electric field enhancement |E|4 profiles in arbitrary units for monomer and nanoparticle assembly.

complexes (500 μL), followed by fixation in 4% PFA. AuNP4G2 probed with DENV-2 was then spun down (8000 rpm for 10 min) and imaged by TEM. To view the viral particles, all samples were stained with 2% uranyl acetate for 1 h by adding 15−30 μL per grid. The grids were then rinsed with nanowater and air-dried overnight for TEM imaging. As shown in Figure 1B and 1C, AuNP-4G2 complexes bind to WNV and DENV, respectively, and due to the antigen−antibody interaction, nanoparticles formed assembly structure on the surface of virus. As a result, we have observed a very broad plasmon band, which appears as structureless bands in the absorption spectra as shown in Figure 1D. After binding with DENV and WNV, AuNP-4G2 complexes undergo aggregation on the viral particles, and as a result, they formed high-intensity “hot spots” that lead to very sensitive and specific viral detection. In the SERS application, formation of these “hot spots” is very important to amplify the SERS signal tremendously.10−20 SERS enhancement arises primarily from the enhanced electromagnetic field that is produced by

resonant excitation of the surface electrons in the metal nanostructures due to an excitation laser light source.10−20 To detect DENV and WNV by the SERS probe, AuNP-4G2 complexes were incubated with serially diluted DENV-2, WNV, or CHIKV, as a negative control (10 to 104 PFU/mL). Figures 2A, B (space between A and B). . . Figures 2A,B and 3A show the SERS spectra obtained from WNV and DENV-2, respectively. In contrast, no Raman signal was detected from AuNP-4G2 complexes in the absence of WNV (Figure 2A) or DENV (Figure 3B), which clearly indicates that antibodies attached to AuNPs do not exhibit any Raman band signal in the absence of virus, mainly due to the lack of nanoparticle assembly or aggregate formation. In addition, no Raman signal was detected for CHIKV even at a concentration of 104 PFU/ mL, as shown in Figure 2A. All the reported results clearly show that the AuNP-4G2 based SERS assay is highly selective for the accurate detection of WNV and DENV-2. Tables 1 and 2 show the possible assignment of Raman bands obtained from WNV and DENV-2, respectively. 23672

DOI: 10.1021/acs.jpcc.5b07387 J. Phys. Chem. C 2015, 119, 23669−23675

Article

The Journal of Physical Chemistry C

Figure 3. (A) Spectrum shows SERS band assignment from DENV conjugated nanoassembly. Observed SERS signal is directly from the DENV. (B) Concentration dependent study indicates that the SERS probe can be used for the selective and sensitive detection of DENV, as low as 10 PFU DENV/mL. (C) SERS spectra from DENV conjugated gold nanoparticle assembly made from different batches. Reported data shows very good reproducibility. (D) SERS spectra from WNV conjugated gold nanoparticle assembly made from different batches. Reported data shows very good reproducibility.

Table 1. Raman Mode Analysis Observed from WNVa WNV vibration mode

WNV Raman peak position (cm‑1)

amide I tyrosine and phenylalanine base stacking of guanine −CH2 deformation for lipid and proteins COO− str sym −C−C stretch of protein −C−N stretch deoxyribose, backbone ring breath Tyr adenine guanine band

1680 1606 1482 1450 1376 1160 1060 910 828 712 550

Table 2. Raman Modes Analysis Observed from DENVa DENV-2 vibration mode

DENV-2 Raman peak position (cm‑1)

tyrosine and phenylalanine CC stretch base stacking of guanine CH deformation tyrosine and phenylalanine CN stretch CH3 rocking Tyr ring breath Trp guanine band skeletal modes

1610 1495 1482 1345 1190 1070 950 858 740 550 420

a

a All the bands have been assigned using reported data from different microorganisms.5,9,25,26

Prominent bands are mainly due to the protein backbone amide band, −COH deformation bands, the guanine band, skeletal vibrations, and bands of fatty acids. In the SERS spectrum, the Raman band at ∼420 cm−1 is due to the skeleton mode, ∼550 cm−1 is due to the guanine band, ∼950 cm−1 is due to CH3 rocking, ∼1060 cm−1 is due to the −C−N stretch, and ∼1160 cm−1 is due to the −C−C stretch of protein. These observed vibrational modes are in good agreement with the

Raman bands reported for different microorganisms in literature.5,9,25,26 It is interesting to observe that the AuNP4G2 based SERS assay can be used as a fingerprint for WNV and DENV-2, as shown in Figures 2B and 3A. From the SERS spectra reported in Figures 2 and 3 and Tables 1 and 2, we found that the amide I band at 1680 cm−1 and the −CH2 deformation for lipid and protein vibrations at 1450 cm−1 are unique for WNV, which were not observed for DENV.

All the bands have been assigned using reported data from different microorganisms.5,9,25,26

23673

DOI: 10.1021/acs.jpcc.5b07387 J. Phys. Chem. C 2015, 119, 23669−23675

Article

The Journal of Physical Chemistry C Similarly, the skeleton mode at 420 cm−1 and the CH3 rocking modes at 950 cm−1 are unique for DENV-2, which were not observed for WNV. These results indicate that the AuNP-4G2 based SERS probe can distinguish between DENV-2 and WNV by generating specific viral fingerprints. For better understanding of the huge enhancement of SERS signal from mosquito-borne flaviviruses via gold nanoparticle assembly, we have performed full-wave simulations, as reported in Figure 2C. To do this we have used the finite-difference time-domain (FDTD) simulation platform based on numerical solutions of Maxwell’s equations that others and we have previously reported.26−30 As shown in Figure 2C1−3, nanoparticles with 10 nm particle sizes were used in our calculation while the separation distance was kept at 2 nm. The multipolar and finite size effects were also included in our calculation. Polarized light at a wavelength of 670 nm was used along the yaxis for FDTD simulation. For minimum simulation time and maximum field enhancement resolution, the mesh override region was set at 0.1 nm, and the overall simulation time was 500 fs. For the trimer structure we have used the bent structure, as shown in Figure 1C. As reported in Figure 2C1−3, the FDTD simulations results indicated the electric field enhancement |E|2 intensity can be greater than 102 times enhancement for gold nanoassembly containing three particles with respect to a monomer gold nanoparticle. Since the SERS signal enhancement factor is directly proportional to the square of the plasmon field enhancement |E|4, theoretically, more than 4 orders of magnitude of SERS enhancement is expected due to the nano assembly structure, as shown in Figure 2D1−3. The observed Raman spectra is mainly from the surface of the virus. Although the size of the virus is bigger than a nanoparticle, when it forms a “hot spot”, a portion of virus surface will be in the “hot spot” region. The Raman spectra is obtained from within this “hot spot” region. To compare the sensitivity of the SERS assay with conventional nucleic acid testing (NAT), one-step qPCR assays were31,32 performed on serially diluted WNV and DENV-2 (5 × 103 PFU/mL to 10 PFU/mL) in 1× PBS. The qPCR results showed that WNV envelope gene (Figure 4A) and DENV-2 capsid gene (Figure 4B) copy numbers (RNA copy number/100 μL sample) increased as the samples contained more viruses, indicating that the qPCR based assay is able to detect viruses as low as 10 PFU/mL. To compare the sensitivity of the SERS based assay, serially diluted DENV-2 was probed with the AuNP-4G2 based SERS probes. Figure 3B showed a unique fingerprint for DENV-2 particles that can be detected even at 10 PFU/mL. All the above data suggest that the SERS based assay is able to detect low concentrations of flaviviral particles that are comparable to traditional qPCR methods, illustrating a high sensitivity of the SERS based assays for viral detection. For real-life applications, reproducibility and stability of SERS signals are very important criteria. To determine the reproducibility, we have performed multiple SERS spectra using WNV and DENVs with the AuNP-4G2 probes that were made from different batches. Figure 3C and 3D shows that SERS reproducibility for DENV and WNV is exceptional. Our reported data indicate that the Raman frequency shifts are negligible for samples made from different batches, which confirmed the relative stability of SERS spectral positions. Figure 3C and 3D show that the Raman signal intensities change approximately 5-10 % for different batches, which is due

Figure 4. (A) q-PCR assay for the detection of DENV-2 in PBS. (B) q-PCR assay for the detection of WNV in PBS.

to spatial distribution of different “hot spots”, which cannot be controlled for different batches of samples.



CONCLUSION In this Article, we have reported a bioconjugated gold nanoparticle (AuNP) based SERS probe for the accurate detection of mosquito-borne flaviviruses. Our experimental data shows that 4G2 antibodies conjugated to the AuNP based SERS probe can be used as a sensitive fingerprinting detection tool for DENV-2 and WNV. Reported data indicates, due to the interaction between 4G2 antibody and mosquito-borne flaviviruses, AuNP-4G2 complexes form an assembly structure in the presence of DENV-2 or WNV. FDTD stimulation data indicates that the electric field enhancement |E|2 can be more than 102 times for a gold nanoassembly that contains three particles with respect to a monomer gold nanoparticle. Simulation data also suggest that SERS enhancement factor can be greater than 104, due to the assembly structure. As a result, our report has shown that the AuNP-4G2 based SERS probe is an ultrasensitive tool to detect DENV-2 or WNV particles as low as 10 PFU/mL, which is comparable with traditional q-PCR assays. In addition, our experimental results with CHIKV virus clearly indicate that the AuNP-4G2 based SERS assay is highly selective for WNV and DENV. In addition, we have shown exceptional reproducibility for our SERS based DENV and WNV detection techniques. Moreover, the reported mosquito-borne flavivirus-sensing assay can be rapidly completed, whereby it takes approximately 30 mins from viral incubation with AuNP-4G2s to SERS sensing. After proper engineering, we believe that the reported SERS probe can be further developed into an automated screening assay that is suitable to use in routine blood screening facilities and research based settings.



AUTHOR INFORMATION

Corresponding Authors

*E-mail: [email protected]. Fax: 16012665797. *E-mail: [email protected]. Fax: +16019793674. Notes

The authors declare no competing financial interest. 23674

DOI: 10.1021/acs.jpcc.5b07387 J. Phys. Chem. C 2015, 119, 23669−23675

Article

The Journal of Physical Chemistry C



(18) Dasary, S. R.; Sing, A. K.; Senapati, D.; Yu, H.; Ray, P. C. Gold nanoparticle based label-free SERS probe for ultrasensitive and selective detection of trinitrotoluene. J. Am. Chem. Soc. 2009, 131, 13806−13812. (19) Lu, W.; Singh, A. K.; Khan, S. A.; Senapati, D.; Yu, H.; Ray, P. C. Gold nano-popcorn-based targeted diagnosis, nanotherapy treatment, and In Situ monitoring of photothermal destruction response of prostate cancer cells using surface-enhanced Raman spectroscopy. J. Am. Chem. Soc. 2010, 132, 18103−18114. (20) Singh, A. K.; Khan, S. A.; Fan, Z.; Demeritte, T.; Senapati, D.; Kanchanapally, R.; Ray, P. C. Development of a long-range surfaceenhanced Raman spectroscopy ruler. J. Am. Chem. Soc. 2012, 134, 8662−8669. (21) Malvadkar, N. A.; Demirel, G.; Poss, M.; Javed, A.; Dressick, W. J.; Demirel, M. C. Fabrication and use of electroless plated polymer surface-enhanced Raman spectroscopy substrates for viral gene detection. J. Phys. Chem. C 2010, 114, 10730−10738. (22) Panikkanvalappil, S. R.; Mackey, M. A.; El-Sayed, M. A. Probing the unique dehydration-induced structural modifications in cancer cell DNA using surface enhanced Raman spectroscopy. J. Am. Chem. Soc. 2013, 135, 4815−4821. (23) Murphy, S.; Huang, L.; Kamat, P. V. Reduced oraphene oxide− silver nanoparticle composite as an active SERS material. J. Phys. Chem. C 2013, 117, 4740−4747. (24) Angulo, A. M.; Noguez, C.; Schatz, G. C. Electromagnetic field enhancement for wedge-shaped metal nanostructures. J. Phys. Chem. Lett. 2011, 2, 1978−1983. (25) Premasiri, W. R.; Moir, D. T.; Klempner, M. S.; Krieger, N.; Jones, G.; Ziegler, L. D. Characterization of the surface enhanced Raman scattering (SERS) of bacteria. J. Phys. Chem. B 2005, 109, 312− 320. (26) Wang, Y.; Lee, K.; Irudayaraj, J. Silver nanosphere SERS probes for sensitive identification of pathogens. J. Phys. Chem. C 2010, 114, 16122−16128. (27) Demeritte, T.; Fan, Z.; Sinha, S. S.; Duan, J.; Pachter, R.; Ray, P. C. Gold nanocage assembly for selective second harmonic generation imaging of cancer cell. Chem. - Eur. J. 2014, 20, 1017−1022. (28) Zhao, J.; Pinchuk, A. O.; McMahon, J. M.; Li, S.; Ausman, L. K.; Atkinson, A. L.; Schatz, G. C. Methods for describing the electromagnetic properties of silver and gold nanoparticles. Acc. Chem. Res. 2008, 41, 1710−1720. (29) Wells, S. M.; Merkulov, I. A.; Kravchenko, I. I.; Lavrik, N. V.; Sepaniak, M. J. Silicon nanopillars for field-enhanced surface spectroscopy. ACS Nano 2012, 6, 2948−2959. (30) Sinha, S. S.; Paul, D. K.; Kanchanapally, R.; Pramanik, A.; Chawa, S. R.; Nellore, B. P. V.; Jones, S. J.; Ray, P. C. Long-range twophoton scattering spectroscopy ruler for screening prostate cancer cells. Chem. Sci. 2015, 6, 2411−2418. (31) Bai, F.; Wang, T.; Pal, U.; Bao, F.; Gould, L. H.; Fikrig, E. Use of RNA interference to prevent lethal murine west nile virus infection. J. Infect. Dis. 2005, 191, 1148−1154. (32) Waggoner, J.; Abeynayake, J.; Sahoo, M. K.; Gresh, L.; Tellez, Y.; Gonzalez, K.; Ballesteros, G.; Balmaseda, A.; Karunaratne, K.; Harris, E.; et al. Development of an internally controlled, real-time RTPCR for pan-dengue virus detection and comparison of four molecular dengue assays. J. Clin. Microbiol. 2013, 51, 2172−2181. (33) Zhao, J.; Lui, H.; Mclean, D.; Zeng, H. Automated autofluorescence background subtraction algorithm for biomedical Raman spectroscopy. Appl. Spectrosc. 2007, 61, 1225−1232. (34) Beier, B. D.; Berger, A. J. Method for automated background subtraction from Raman spectra containing known contaminants. Analyst 2009, 134, 1198−1202.

ACKNOWLEDGMENTS The authors thank Dr. John F. Anderson at the Connecticut Agricultural Experiment Station for providing WNV and CHIKV. P.C.R. and F.B. would like to thank the National Institutes of Health for their generous funding (NIH-R15 Grant 1R15A113706-01).



REFERENCES

(1) http://www.who.int/whr/1996/media_centre/executive_ summary1/en/index9.html, date of access 01/14/2015. (2) http://www.oxitec.com/health/mosquito-borne-diseases/, date of access 01/14/2015. (3) Guzman, M. G.; Halstead, S. B.; Artsob, H.; Buchy, P.; Farrar, J.; Gubler, D. J.; Hunsperger, E.; Kroeger, A.; Margolis, H. S.; Martínez, E.; et al. Dengue: A continuing global threat. Nat. Rev. Microbiol. 2010, 8, S7−16. (4) Suthar, M. S.; Diamond, M. S.; Gale, M., Jr. West Nile virus infection and immunity. Nat. Rev. Microbiol. 2013, 11, 115−124. (5) Shanmukh, S.; Jones, L.; Driskell, J.; Zhao, Y.; Dluhy, R.; Tripp, R. A. Rapid and sensitive detection of respiratory virus molecular signatures using a silver nanorod array SERS substrate. Nano Lett. 2006, 6, 2630−2636. (6) Saha, K.; Agasti, S. S.; Kim, C.; Li, X.; Rotello, V. M. Gold nanoparticles in chemical and biological sensing. Chem. Rev. 2012, 112, 2739−2779. (7) Wanunu, M.; Dadosh, T.; Ray, V.; Jin, J.; McReynolds, L.; Drndic, M. Rapid electronic detection of probe-specific MicroRNAs using thin nanopore sensors. Nat. Nanotechnol. 2010, 5, 807−814. (8) Qian, X.; Peng, X.-H.; Ansari, D. O.; Yin-Goen, Q.; Chen, G. Z.; Shin, D. M.; Yang, L.; Young, A. N.; Wang, M. D.; Nie, S. In vivo tumor targeting and spectroscopic detection with surface-enhanced Raman nanoparticle tags. Nat. Biotechnol. 2008, 26, 83−90. (9) Fan, Z.; Yust, B.; Nellore, B. O. V; Sinha, S. S.; Kanchanapally, R.; Crouch, R. A.; Pramanik, A.; Reddy, S. C.; Sardar, D.; Ray, P. C. Accurate identification and selective removal of rotavirus using a plasmonic−magnetic 3D graphene oxide architecture. J. Phys. Chem. Lett. 2014, 5, 3216−3221. (10) Kleinman, S. L.; Ringe, E.; Valley, N.; Wustholz, K. L.; Phillips, E.; Scheidt, K. A.; Schatz, G. C.; Van Duyne, R. P. Single-molecule surface-enhanced Raman spectroscopy of crystal violet isotopologues: Theory and experiment. J. Am. Chem. Soc. 2011, 133, 4115−4122. (11) Kim, N. H.; Lee, S. J.; Moskovits, M. Aptamer-mediated surfaceenhanced Raman spectroscopy intensity amplification. Nano Lett. 2010, 10, 4181−4185. (12) Laurence, T. A.; Braun, G.; Talley, C.; Schwartzberg, A.; Moskovits, M.; Reich, N.; Huser, T. Rapid, solution-based characterization of optimized SERS nanoparticle substrates. J. Am. Chem. Soc. 2009, 131, 162−169. (13) Barhoumi, A.; Halas, N. J. Label-free detection of DNA hybridization using surface enhanced Raman spectroscopy. J. Am. Chem. Soc. 2010, 132, 12792−12793. (14) Demirel, M. C.; Kao, P.; Malvadkar, N.; Wang, H.; Gong, X.; Poss, M.; Allara, D. L. Bio-organism sensing via surface enhanced Raman spectroscopy on controlled metal/polymer nanostructured substrates. Biointerphases 2009, 4, 35−41. (15) Brown, L. V.; Zhao, K.; King, N.; Sobhani, H.; Nordlander, P.; Halas, N. J. Surface-enhanced infrared absorption using individual cross antennas tailored to chemical moieties. J. Am. Chem. Soc. 2013, 135, 3688−3695. (16) Lim, D. K.; Jeon, K. S.; Hwang, J. H.; Kim, H.; Kwon, S.; Suh, Y. D.; Nam, J. M. Highly uniform and reproducible surface-enhanced Raman scattering from DNA-tailorable nanoparticles with 1-nm interior gap. Nat. Nanotechnol. 2011, 6, 452−460. (17) Sivapalan, S. T.; DeVetter, B. M.; Yang, T. K.; van Dijk, T.; Schulmerich, M. V.; Carney, P. S.; Bhargava, R.; Murphy, C. J. Offresonance surface-enhanced Raman spectroscopy from gold nanorod suspensions as a function of aspect ratio: Not what we thought. ACS Nano 2013, 7, 2099−210. 23675

DOI: 10.1021/acs.jpcc.5b07387 J. Phys. Chem. C 2015, 119, 23669−23675